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                                <h1 id="&#x897F;&#x74DC;&#x4E66;&#x6982;&#x5FF5;">&#x897F;&#x74DC;&#x4E66;&#x6982;&#x5FF5;</h1>
<h2 id="&#x7B2C;13&#x7AE0;-&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;">&#x7B2C;13&#x7AE0; &#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;</h2>
<ul>
<li><p>Page293: &#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;(294)(semi-supervised learning)</p>
<p>  &#x4F7F;&#x7528;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x8FDB;&#x884C;&#x5B66;&#x4E60;</p>
</li>
<li><p>Page293: &#x67E5;&#x8BE2;(query)</p>
<p>  &#x5411;&#x4E13;&#x5BB6;&#x5BFB;&#x6C42;&#x6807;&#x8BB0;&#x7684;&#x8FC7;&#x7A0B;&#x3002;</p>
</li>
<li><p>Page293: &#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;(unlabeled sample)</p>
<p>  &#x7C7B;&#x522B;&#x6807;&#x8BB0;&#x672A;&#x77E5;&#x7684;&#x6837;&#x672C;</p>
</li>
<li><p>Page293: &#x6709;&#x6807;&#x8BB0;&#x6837;&#x672C;(labeled sample)</p>
<p>  &#x7C7B;&#x522B;&#x6807;&#x8BB0;&#x5DF2;&#x77E5;&#x7684;&#x6837;&#x672C;</p>
</li>
<li><p>Page293: &#x4E3B;&#x52A8;&#x5B66;&#x4E60;(active learning)</p>
<p> &#x5148;&#x7528;&#x5DF2;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x8BAD;&#x7EC3;&#x4E00;&#x4E2A;&#x6A21;&#x578B;&#xFF0C;&#x62FF;&#x8FD9;&#x4E2A;&#x6A21;&#x578B;&#x8FDB;&#x884C;&#x9884;&#x6D4B;&#xFF0C;&#x4E0E;&#x4E13;&#x5BB6;&#x4EA4;&#x4E92;&#x8FDB;&#x884C;&#x6807;&#x8BB0;&#xFF0C;&#x7136;&#x540E;&#x628A;&#x8FD9;&#x4E2A;&#x65B0;&#x83B7;&#x5F97;&#x7684;&#x6709;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x52A0;&#x5165;&#x5DF2;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x96C6;&#x4E2D;&#x91CD;&#x65B0;&#x8BAD;&#x7EC3;&#x4E00;&#x4E2A;&#x6A21;&#x578B;&#xFF0C;&#x518D;&#x53BB;&#x9884;&#x6D4B;&#x548C;&#x6807;&#x8BB0;&#xFF0C;&#x82E5;&#x6BCF;&#x6B21;&#x90FD;&#x6311;&#x51FA;&#x5BF9;&#x6539;&#x5584;&#x6A21;&#x578B;&#x6027;&#x80FD;&#x5E2E;&#x52A9;&#x5927;&#x7684;&#x6837;&#x672C;&#xFF0C;&#x5219;&#x53EA;&#x9700;&#x8FDB;&#x884C;&#x8F83;&#x5C11;&#x7684;&#x6807;&#x8BB0;&#x5C31;&#x80FD;&#x6784;&#x5EFA;&#x51FA;&#x6BD4;&#x8F83;&#x5F3A;&#x7684;&#x6A21;&#x578B;&#xFF0C;&#x4ECE;&#x800C;&#x5927;&#x5E45;&#x964D;&#x4F4E;&#x6807;&#x8BB0;&#x6210;&#x672C;&#xFF0C;&#x8FD9;&#x6837;&#x7684;&#x5B66;&#x4E60;&#x65B9;&#x5F0F;&#x6210;&#x4E3A;&#x201C;&#x4E3B;&#x52A8;&#x5B66;&#x4E60;&#x201D;&#xFF0C;&#x5176;&#x76EE;&#x6807;&#x662F;&#x4F7F;&#x7528;&#x5C3D;&#x91CF;&#x5C11;&#x7684;&#x201C;&#x67E5;&#x8BE2;&#x201D;&#x6765;&#x83B7;&#x5F97;&#x5C3D;&#x91CF;&#x597D;&#x7684;&#x6027;&#x80FD;&#x3002;</p>
<p> &#x4E3B;&#x52A8;&#x5B66;&#x4E60;&#x5F15;&#x5165;&#x4E86;&#x989D;&#x5916;&#x7684;&#x4E13;&#x5BB6;&#x77E5;&#x8BC6;&#xFF0C;&#x901A;&#x8FC7;&#x4E0E;&#x5916;&#x754C;&#x7684;&#x4EA4;&#x4E92;&#x6765;&#x5C06;&#x90E8;&#x5206;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x8F6C;&#x53D8;&#x4E3A;&#x6709;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x3002;</p>
</li>
<li><p>Page294: &#x805A;&#x7C7B;&#x5047;&#x8BBE;&#xFF08;cluster assumption&#xFF09;</p>
<p>  &#x5047;&#x8BBE;&#x6570;&#x636E;&#x5B58;&#x5728;&#x7C07;&#x7ED3;&#x6784;&#xFF0C;&#x540C;&#x4E00;&#x4E2A;&#x7C07;&#x7684;&#x6837;&#x672C;&#x5C5E;&#x4E8E;&#x540C;&#x4E00;&#x4E2A;&#x7C7B;&#x522B;&#xFF0C;&#x8FD9;&#x662F;&#x4E00;&#x79CD;&#x5C06;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x6240;&#x63ED;&#x793A;&#x7684;&#x6570;&#x636E;&#x5206;&#x5E03;&#x4FE1;&#x606F;&#x4E0E;&#x7C7B;&#x522B;&#x6807;&#x8BB0;&#x76F8;&#x8054;&#x7CFB;&#x7684;&#x5047;&#x8BBE;&#x3002;</p>
</li>
<li><p>Page295: &#x76F4;&#x63A8;&#x5B66;&#x4E60;(transductive learning)</p>
<p>  &#x5047;&#x5B9A;&#x5B66;&#x4E60;&#x4F30;&#x8BA1;&#x5DEE;&#x4E2D;&#x6240;&#x8003;&#x8651;&#x7684;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x6070;&#x662F;&#x5E26;&#x9884;&#x6D4B;&#x6570;&#x636E;&#xFF0C;&#x5B66;&#x4E60;&#x7684;&#x76EE;&#x7684;&#x5C31;&#x662F;&#x5728;&#x8FD9;&#x4E9B;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x4E0A;&#x83B7;&#x5F97;&#x6700;&#x4F18;&#x6CDB;&#x5316;&#x6027;&#x80FD;&#x3002;&#x4E0D;&#x540C;&#x4E8E;&#x7EAF;&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;&#x7684;&#x57FA;&#x4E8E;&#x5F00;&#x653E;&#x4E16;&#x754C;&#x5047;&#x8BBE;&#xFF0C;&#x5E0C;&#x671B;&#x5B66;&#x5F97;&#x6A21;&#x578B;&#x80FD;&#x9002;&#x7528;&#x4E8E;&#x8BAD;&#x7EC3;&#x8FC7;&#x7A0B;&#x4E2D;&#x672A;&#x89C2;&#x5BDF;&#x5230;&#x7684;&#x6570;&#x636E;&#xFF0C;&#x76F4;&#x63A8;&#x5B66;&#x4E60;&#x662F;&#x57FA;&#x4E8E;&#x5C01;&#x95ED;&#x4E16;&#x754C;&#x5047;&#x8BBE;&#xFF0C;&#x4EC5;&#x8BD5;&#x56FE;&#x5BF9;&#x5B66;&#x4E60;&#x8FC7;&#x7A0B;&#x4E2D;&#x89C2;&#x5BDF;&#x5230;&#x7684;&#x672A;&#x6807;&#x8BB0;&#x6570;&#x636E;&#x8FDB;&#x884C;&#x9884;&#x6D4B;&#x3002;</p>
</li>
<li><p>Page298: S3VM(Semi-Supervised Support Vector Machine)</p>
<p> &#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;&#x5728;&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;&#x4E0A;&#x7684;&#x63A8;&#x5E7F;&#xFF0C;&#x5728;&#x4E0D;&#x8003;&#x8651;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x65F6;&#xFF0C;&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;&#x8BD5;&#x56FE;&#x627E;&#x5230;&#x6700;&#x5927;&#x95F4;&#x9694;&#x5212;&#x5206;&#x8D85;&#x5E73;&#x9762;&#xFF0C;&#x5728;&#x8003;&#x8651;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x540E;&#xFF0C;S3VM&#x8BD5;&#x56FE;&#x627E;&#x5230;&#x80FD;&#x5C06;&#x4E24;&#x7C7B;&#x6709;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x5206;&#x5F00;&#xFF0C;&#x4E14;&#x7A7F;&#x8FC7;&#x6570;&#x636E;&#x4F4E;&#x5BC6;&#x5EA6;&#x533A;&#x57DF;&#x7684;&#x5212;&#x5206;&#x8D85;&#x5E73;&#x9762;&#xFF0C;&#xFF0C;&#x8FD9;&#x91CC;&#x7684;&#x57FA;&#x672C;&#x5047;&#x8BBE;&#x662F;&#x201C;&#x4F4E;&#x5BC6;&#x5EA6;&#x5206;&#x5272;&#x201D;&#xFF0C;&#x663E;&#x7136;&#xFF0C;&#x8FD9;&#x662F;&#x805A;&#x7C7B;&#x5047;&#x8BBE;&#x5728;&#x8003;&#x8651;&#x4E86;&#x7EBF;&#x6027;&#x8D85;&#x5E73;&#x9762;&#x5212;&#x5206;&#x540E;&#x7684;&#x63A8;&#x5E7F;&#x3002;</p>
</li>
<li><p>Page298: &#x534A;&#x76D1;&#x7763;SVM</p>
<p> &#x540C;S3VM</p>
</li>
<li><p>Page300: &#x56FE;&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;</p>
<p> &#x7ED9;&#x5B9A;&#x4E00;&#x4E2A;&#x6570;&#x636E;&#x96C6;&#xFF0C;&#x6211;&#x4EEC;&#x53EF;&#x5C06;&#x5176;&#x6620;&#x5C04;&#x4E3A;&#x4E00;&#x4E2A;&#x56FE;&#xFF0C;&#x6570;&#x636E;&#x96C6;&#x4E2D;&#x6BCF;&#x4E2A;&#x6837;&#x672C;&#x5BF9;&#x5E94;&#x4E8E;&#x56FE;&#x4E2D;&#x4E00;&#x4E2A;&#x8282;&#x70B9;&#xFF0C;&#x82E5;&#x4E24;&#x4E2A;&#x6837;&#x672C;&#x4E4B;&#x95F4;&#x7684;&#x76F8;&#x4F3C;&#x5EA6;&#x5F88;&#x9AD8;&#xFF08;&#x6216;&#x76F8;&#x5173;&#x6027;&#x5F88;&#x5F3A;&#xFF09;&#xFF0C;&#x5219;&#x5BF9;&#x5E94;&#x7684;&#x7ED3;&#x70B9;&#x4E4B;&#x95F4;&#x5B58;&#x5728;&#x4E00;&#x6761;&#x8FB9;&#xFF0C;&#x8FB9;&#x7684;&#x201C;&#x5F3A;&#x5EA6;&#x201D;&#x6B63;&#x6BD4;&#x4E8E;&#x6837;&#x672C;&#x4E4B;&#x95F4;&#x7684;&#x76F8;&#x4F3C;&#x5EA6;&#xFF08;&#x6216;&#x76F8;&#x5173;&#x6027;&#xFF09;&#xFF0C;&#x5C06;&#x6709;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x6240;&#x5BF9;&#x5E94;&#x7684;&#x8282;&#x70B9;&#x60F3;&#x8C61;&#x4E3A;&#x67D3;&#x8FC7;&#x8272;&#xFF0C;&#x800C;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x6240;&#x5BF9;&#x5E94;&#x7684;&#x8282;&#x70B9;&#x5C1A;&#x672A;&#x67D3;&#x8272;&#xFF0C;&#x4E8E;&#x662F;&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;&#x5C31;&#x5BF9;&#x5E94;&#x4E8E;&#x201C;&#x989C;&#x8272;&#x201D;&#x5728;&#x56FE;&#x4E0A;&#x6269;&#x6563;&#x6216;&#x4F20;&#x64AD;&#x7684;&#x8FC7;&#x7A0B;&#x3002;&#x7531;&#x4E8E;&#x4E00;&#x4E2A;&#x56FE;&#x5BF9;&#x5E94;&#x4E86;&#x4E00;&#x4E2A;&#x77E9;&#x9635;&#xFF0C;&#x8FD9;&#x5C31;&#x4F7F;&#x5F97;&#x6211;&#x4EEC;&#x80FD;&#x57FA;&#x4E8E;&#x77E9;&#x9635;&#x8FD0;&#x7B97;&#x6765;&#x8FDB;&#x884C;&#x534A;&#x76D1;&#x7763;&#x5B66;&#x4E60;&#x7B97;&#x6CD5;&#x7684;&#x63A8;&#x5BFC;&#x4E0E;&#x5206;&#x6790;&#x3002;</p>
</li>
<li><p>Page301: &#x4EB2;&#x548C;&#x77E9;&#x9635;&#xFF08;affinity matrix&#xFF09;</p>
<p>&#x8868;&#x8FBE;&#x6570;&#x636E;&#x96C6;&#x4E2D;&#x6837;&#x672C;&#x95F4;&#x76F8;&#x5173;&#x6027;&#x7684;&#x77E9;&#x9635;&#x3002;</p>
</li>
<li><p>Page302: &#x6807;&#x8BB0;&#x4F20;&#x64AD;&#xFF08;label propagation&#xFF09;</p>
<p>&#x6839;&#x636E;&#x5DF2;&#x6709;&#x6807;&#x8BB0;&#xFF0C;&#x5BF9;&#x672A;&#x6807;&#x8BB0;&#x6837;&#x672C;&#x8FDB;&#x884C;&#x6807;&#x8BB0;&#x3002;</p>
</li>
<li><p>Page304: &#x57FA;&#x4E8E;&#x5206;&#x6B67;&#x7684;&#x65B9;&#x6CD5;</p>
<p>&#x4F7F;&#x7528;&#x591A;&#x5B66;&#x4E60;&#x5668;&#xFF0C;&#x5B66;&#x4E60;&#x5668;&#x4E4B;&#x95F4;&#x7684;&#x5206;&#x6B67;&#x5BF9;&#x672A;&#x6807;&#x8BB0;&#x6570;&#x636E;&#x7684;&#x5229;&#x7528;&#x81F3;&#x5173;&#x91CD;&#x8981;&#x3002;</p>
</li>
<li><p>Page304: &#x534F;&#x540C;&#x8BAD;&#x7EC3;&#xFF08;co-training&#xFF09;</p>
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